Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This is so messed up, …" 207 comments · Page 8 of 9
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front door, the back door the side door the pet entrance, the chimney, the gates and virtue signal "welcome" is it possible that those who have failed to make a nice home for themselves, see yours and rush into it to occupy it? And then being the failures at home-making that they provenly are (5000 years of proof - certainly, 80years of visible recorded evidence- since the Brits left them to do it on their own) turn yours into a squalid mess?
Identity Attack0.02439919
Insult0.045593183
Profanity0.01627459
Threat0.007365964
Severe Toxicity0.0024318695
Low Tox 0.102192536 Moderate Con 0.432
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Still trying to get my PR, stuck in this complete mess.
Still trying to get my PR, stuck in this complete mess.
Identity Attack0.004069764
Insult0.030816011
Profanity0.049427703
Threat0.008531082
Severe Toxicity0.0024986267
Low Tox 0.10089093 Moderate Con 0.398 Personal_Narrative
Feb 19, 2026 LILLEY UNLEASHED: The fall of …
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Identity Attack0.00828752
Insult0.035443626
Profanity0.015557245
Threat0.008634649
Severe Toxicity0.0016117096
Low Tox 0.09655223 Moderate Con 0.375 Call_To_Action
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public safety has to be prioritized over ideology.
Identity Attack0.015958117
Insult0.030265106
Profanity0.012858666
Threat0.006874025
Severe Toxicity0.0013828278
Low Tox 0.07212844 Moderate Con 0.37 Comparative_Framing
Feb 24, 2026 18 likes 'We do know that there's …
An investigation should be launched in to the so called lawyers and others involved in this mess.
An investigation should be launched in to the so called lawyers and others involved in this mess.
Identity Attack0.003866276
Insult0.030926194
Profanity0.017094411
Threat0.009618527
Severe Toxicity0.0013828278
Low Tox 0.07054565 Low Con 0.146
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
The Shirtless guy’s neighbors house look well taken care of. What mess they make inside is not bothering him. 14 people in a home in that home is lot but nothing excessive.
The Shirtless guy’s neighbors house look well taken care of. What mess they make inside is not bothering him. 14 people in a home in that home is lot but nothing excessive.
Identity Attack0.004920715
Insult0.03158728
Profanity0.013951761
Threat0.0067057298
Severe Toxicity0.0012302399
Low Tox 0.069754265 Moderate Con 0.371 Personal_Narrative
Oct 8, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in …
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in INTERACTING WITH PEOPLE THAT YOU DO NOT TRUST, AS IF YOU CAN TRUST THEM. This NEVER WORKS and always makes a big bizarre mess.
Identity Attack0.0029783275
Insult0.028392024
Profanity0.013678487
Threat0.0062914654
Severe Toxicity0.0012683868
Low Tox 0.06065326 Moderate Con 0.489 Moral_Argument
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
When I go to McDonald in Brampton. They always mess up our sauce
When I go to McDonald in Brampton. They always mess up our sauce
Identity Attack0.00880549
Insult0.021481665
Profanity0.022354934
Threat0.007197669
Severe Toxicity0.0018024445
Low Tox 0.06025757 Moderate Con 0.415 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We need Trump to sort this mess out.
We need Trump to sort this mess out.
Identity Attack0.0042917514
Insult0.02657372
Profanity0.014498309
Threat0.009230154
Severe Toxicity0.0013828278
Low Tox 0.057005897 Low Con 0.202 Comparative_Framing
Jan 15, 2026 2.9 million Canadian temporary visas …
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Identity Attack0.023796257
Insult0.022706337
Profanity0.01128734
Threat0.006433869
Severe Toxicity0.0013542175
Low Tox 0.057005897 Constructive 0.505
Jan 15, 2026 2.9 million Canadian temporary visas …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Yeah pretty much every walmart or lower jobs are taken the amount of canadien homeless is rising its so messed up how the government pays them with our money and then pays sum more to …
Yeah pretty much every walmart or lower jobs are taken the amount of canadien homeless is rising its so messed up how the government pays them with our money and then pays sum more to have them live here....
Identity Attack0.018068384
Insult0.022512967
Profanity0.013131939
Threat0.0061814263
Severe Toxicity0.0014305115
Low Tox 0.054531995 Constructive 0.523 Economic_Argument
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I grew up in meadow vale which is next town over from Brampton the whole GTA is invaded, trying to rent a 2 bedroom apt near square one there was a family of 6. It’s …
I grew up in meadow vale which is next town over from Brampton the whole GTA is invaded, trying to rent a 2 bedroom apt near square one there was a family of 6. It’s messed up.
Identity Attack0.006289636
Insult0.024897853
Profanity0.0137468055
Threat0.006874025
Severe Toxicity0.0012874603
Low Tox 0.05255287 Constructive 0.616 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Don't mess with Michelle R-G, people.
Don't mess with Michelle R-G, people.
Identity Attack0.003903274
Insult0.022706337
Profanity0.0138151245
Threat0.006977591
Severe Toxicity0.0012874603
Low Tox 0.05230548 Low Con 0.265
Oct 2, 2025 IRCC Names India in Study …
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Identity Attack0.022590388
Insult0.02103047
Profanity0.010467518
Threat0.006420923
Severe Toxicity0.0018024445
Low Tox 0.050821137 Moderate Con 0.459 Economic_Argument
Jan 18, 2026 3 likes 2.9 million Canadian temporary visas …
And housing construction is up 10% across the country. Maybe we will dig ourselves out from under this mess.
And housing construction is up 10% across the country. Maybe we will dig ourselves out from under this mess.
Identity Attack0.0029043318
Insult0.022706337
Profanity0.014361672
Threat0.007793174
Severe Toxicity0.0011873245
Low Tox 0.049584184 Moderate Con 0.427
Dec 24, 2025 Deportations From Canada at Their …
In all my 54 years in Canada, I have never seen Canada in such a mess. People never work one day in Canada but receive pension housing and food allowance. What is going on. Make …
In all my 54 years in Canada, I have never seen Canada in such a mess. People never work one day in Canada but receive pension housing and food allowance. What is going on. Make that make sense.
Identity Attack0.013546381
Insult0.022577424
Profanity0.012414595
Threat0.0062914654
Severe Toxicity0.0012588501
Low Tox 0.048099842 Constructive 0.542 Unverified_Claim
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
Identity Attack0.005401687
Insult0.016784932
Profanity0.026727317
Threat0.008259222
Severe Toxicity0.0017356873
Low Tox 0.046368107 Constructive 0.539 Meta_Commentary
Jan 1, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Yes, the immigration is messed up now. But the infrastructure problems and housing issues were here before immigration spiked.
Yes, the immigration is messed up now. But the infrastructure problems and housing issues were here before immigration spiked.
Identity Attack0.020078164
Insult0.015644927
Profanity0.011628932
Threat0.006641001
Severe Toxicity0.0010871887
Low Tox 0.045625936 Moderate Con 0.357
Jun 23, 2025 How Canada broke its immigration …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year program ? Once they leave common canadian citizen have toobserved the cost . Financials insituation are to be blame for all the mess.
Identity Attack0.007954539
Insult0.022577424
Profanity0.011133623
Threat0.0063497215
Severe Toxicity0.00096321106
Low Tox 0.04315203 Moderate Con 0.466
Sep 28, 2025 7 likes IRCC Names India in Study …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly processed and granted, and passport also procured in less than 1 year. Fast forward a few years. Now it was 1st visitor record, valid for 1 year. Prior to expiration, days spent trying to navigate a messed up website to submit required information and apply for extension to stay. Then wait for a year or more, to finally receive another visitor record that was valid for 6 months. Rinse and repeat. All for our adopted preschooler to legally remain in Canada. Finally, after 5+ years, citizenship was processed and granted.
Identity Attack0.0026453468
Insult0.023221988
Profanity0.015659723
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.0414203 Constructive 0.798 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the …
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the speed limit.
Identity Attack0.019575719
Insult0.013820915
Profanity0.012243799
Threat0.0069387536
Severe Toxicity0.0012588501
Low Tox 0.037577134 Constructive 0.641
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.